Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 517 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 4 |
| Duplicate rows (%) | 0.8% |
| Total size in memory | 105.1 KiB |
| Average record size in memory | 208.2 B |
Variable types
| NUM | 11 |
|---|---|
| CAT | 2 |
Reproduction
| Analysis started | 2021-03-11 19:54:24.042755 |
|---|---|
| Analysis finished | 2021-03-11 19:54:39.778114 |
| Duration | 15.74 seconds |
| Version | pandas-profiling v2.7.1 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
X
Real number (ℝ≥0)
| Distinct count | 9 |
|---|---|
| Unique (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.669245647969052 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.313777829 |
|---|---|
| Coefficient of variation (CV) | 0.4955356825 |
| Kurtosis | -1.172330846 |
| Mean | 4.669245648 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.03624582161 |
| Sum | 2414 |
| Variance | 5.353567841 |
| Value | Count | Frequency (%) | |
| 4 | 91 | 17.6% | |
| 6 | 86 | 16.6% | |
| 2 | 73 | 14.1% | |
| 8 | 61 | 11.8% | |
| 7 | 60 | 11.6% | |
| 3 | 55 | 10.6% | |
| 1 | 48 | 9.3% | |
| 5 | 30 | 5.8% | |
| 9 | 13 | 2.5% |
| Value | Count | Frequency (%) | |
| 1 | 48 | 9.3% | |
| 2 | 73 | 14.1% | |
| 3 | 55 | 10.6% | |
| 4 | 91 | 17.6% | |
| 5 | 30 | 5.8% |
| Value | Count | Frequency (%) | |
| 9 | 13 | 2.5% | |
| 8 | 61 | 11.8% | |
| 7 | 60 | 11.6% | |
| 6 | 86 | 16.6% | |
| 5 | 30 | 5.8% |
Y
Real number (ℝ≥0)
| Distinct count | 7 |
|---|---|
| Unique (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.299806576402321 |
|---|---|
| Minimum | 2 |
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 9 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.229900403 |
|---|---|
| Coefficient of variation (CV) | 0.2860362161 |
| Kurtosis | 1.420553416 |
| Mean | 4.299806576 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.4172962459 |
| Sum | 2223 |
| Variance | 1.512655001 |
| Value | Count | Frequency (%) | |
| 4 | 203 | 39.3% | |
| 5 | 125 | 24.2% | |
| 6 | 74 | 14.3% | |
| 3 | 64 | 12.4% | |
| 2 | 44 | 8.5% | |
| 9 | 6 | 1.2% | |
| 8 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 2 | 44 | 8.5% | |
| 3 | 64 | 12.4% | |
| 4 | 203 | 39.3% | |
| 5 | 125 | 24.2% | |
| 6 | 74 | 14.3% |
| Value | Count | Frequency (%) | |
| 9 | 6 | 1.2% | |
| 8 | 1 | 0.2% | |
| 6 | 74 | 14.3% | |
| 5 | 125 | 24.2% | |
| 4 | 203 | 39.3% |
month
Categorical
| Distinct count | 12 |
|---|---|
| Unique (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| aug | |
|---|---|
| sep | |
| mar | |
| jul | 32 |
| feb | 20 |
| Other values (7) |
| Value | Count | Frequency (%) | |
| aug | 184 | 35.6% | |
| sep | 172 | 33.3% | |
| mar | 54 | 10.4% | |
| jul | 32 | 6.2% | |
| feb | 20 | 3.9% | |
| jun | 17 | 3.3% | |
| oct | 15 | 2.9% | |
| dec | 9 | 1.7% | |
| apr | 9 | 1.7% | |
| jan | 2 | 0.4% | |
| Other values (2) | 3 | 0.6% |
Length
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 19 | 100.0% |
| Value | Count | Frequency (%) | |
| Latin | 19 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 19 | 100.0% |
day
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| sun | |
|---|---|
| fri | |
| sat | |
| mon | |
| tue | |
| Other values (2) |
| Value | Count | Frequency (%) | |
| sun | 95 | 18.4% | |
| fri | 85 | 16.4% | |
| sat | 84 | 16.2% | |
| mon | 74 | 14.3% | |
| tue | 64 | 12.4% | |
| thu | 61 | 11.8% | |
| wed | 54 | 10.4% |
Length
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 14 | 100.0% |
| Value | Count | Frequency (%) | |
| Latin | 14 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 14 | 100.0% |
FFMC
Real number (ℝ≥0)
| Distinct count | 106 |
|---|---|
| Unique (%) | 20.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 90.64468085106384 |
|---|---|
| Minimum | 18.7 |
| Maximum | 96.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 18.7 |
|---|---|
| 5-th percentile | 84.1 |
| Q1 | 90.2 |
| median | 91.6 |
| Q3 | 92.9 |
| 95-th percentile | 95.1 |
| Maximum | 96.2 |
| Range | 77.5 |
| Interquartile range (IQR) | 2.7 |
Descriptive statistics
| Standard deviation | 5.520110849 |
|---|---|
| Coefficient of variation (CV) | 0.06089834282 |
| Kurtosis | 67.06604054 |
| Mean | 90.64468085 |
| Median Absolute Deviation (MAD) | 1.3 |
| Skewness | -6.575605977 |
| Sum | 46863.3 |
| Variance | 30.47162378 |
| Value | Count | Frequency (%) | |
| 91.6 | 28 | 5.4% | |
| 92.1 | 28 | 5.4% | |
| 91 | 22 | 4.3% | |
| 91.7 | 19 | 3.7% | |
| 93.7 | 16 | 3.1% | |
| 92.4 | 16 | 3.1% | |
| 92.5 | 15 | 2.9% | |
| 94.8 | 14 | 2.7% | |
| 90.1 | 12 | 2.3% | |
| 92.9 | 12 | 2.3% | |
| Other values (96) | 335 | 64.8% |
| Value | Count | Frequency (%) | |
| 18.7 | 1 | 0.2% | |
| 50.4 | 1 | 0.2% | |
| 53.4 | 1 | 0.2% | |
| 63.5 | 2 | 0.4% | |
| 68.2 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 96.2 | 2 | 0.4% | |
| 96.1 | 6 | 1.2% | |
| 96 | 2 | 0.4% | |
| 95.9 | 2 | 0.4% | |
| 95.8 | 1 | 0.2% |
DMC
Real number (ℝ≥0)
| Distinct count | 215 |
|---|---|
| Unique (%) | 41.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 110.87234042553192 |
|---|---|
| Minimum | 1.1 |
| Maximum | 291.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 1.1 |
|---|---|
| 5-th percentile | 14.92 |
| Q1 | 68.6 |
| median | 108.3 |
| Q3 | 142.4 |
| 95-th percentile | 231.1 |
| Maximum | 291.3 |
| Range | 290.2 |
| Interquartile range (IQR) | 73.8 |
Descriptive statistics
| Standard deviation | 64.04648225 |
|---|---|
| Coefficient of variation (CV) | 0.5776596941 |
| Kurtosis | 0.2048217813 |
| Mean | 110.8723404 |
| Median Absolute Deviation (MAD) | 34.9 |
| Skewness | 0.5474977945 |
| Sum | 57321 |
| Variance | 4101.951889 |
| Value | Count | Frequency (%) | |
| 99 | 10 | 1.9% | |
| 129.5 | 9 | 1.7% | |
| 142.4 | 8 | 1.5% | |
| 231.1 | 8 | 1.5% | |
| 108.4 | 7 | 1.4% | |
| 35.8 | 7 | 1.4% | |
| 137 | 7 | 1.4% | |
| 126.5 | 7 | 1.4% | |
| 108.3 | 7 | 1.4% | |
| 102.3 | 6 | 1.2% | |
| Other values (205) | 441 | 85.3% |
| Value | Count | Frequency (%) | |
| 1.1 | 1 | 0.2% | |
| 2.4 | 1 | 0.2% | |
| 3 | 2 | 0.4% | |
| 3.2 | 1 | 0.2% | |
| 3.6 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 291.3 | 1 | 0.2% | |
| 290 | 4 | 0.8% | |
| 287.2 | 1 | 0.2% | |
| 284.9 | 1 | 0.2% | |
| 276.3 | 4 | 0.8% |
DC
Real number (ℝ≥0)
| Distinct count | 219 |
|---|---|
| Unique (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 547.9400386847195 |
|---|---|
| Minimum | 7.9 |
| Maximum | 860.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 7.9 |
|---|---|
| 5-th percentile | 43.58 |
| Q1 | 437.7 |
| median | 664.2 |
| Q3 | 713.9 |
| 95-th percentile | 795.3 |
| Maximum | 860.6 |
| Range | 852.7 |
| Interquartile range (IQR) | 276.2 |
Descriptive statistics
| Standard deviation | 248.0661917 |
|---|---|
| Coefficient of variation (CV) | 0.4527250688 |
| Kurtosis | -0.245243519 |
| Mean | 547.9400387 |
| Median Absolute Deviation (MAD) | 80.2 |
| Skewness | -1.100445125 |
| Sum | 283285 |
| Variance | 61536.83547 |
| Value | Count | Frequency (%) | |
| 745.3 | 10 | 1.9% | |
| 692.6 | 9 | 1.7% | |
| 692.3 | 8 | 1.5% | |
| 715.1 | 8 | 1.5% | |
| 698.6 | 8 | 1.5% | |
| 601.4 | 8 | 1.5% | |
| 80.8 | 7 | 1.4% | |
| 686.5 | 7 | 1.4% | |
| 764 | 7 | 1.4% | |
| 647.1 | 7 | 1.4% | |
| Other values (209) | 438 | 84.7% |
| Value | Count | Frequency (%) | |
| 7.9 | 1 | 0.2% | |
| 9.3 | 1 | 0.2% | |
| 15.3 | 1 | 0.2% | |
| 15.5 | 1 | 0.2% | |
| 15.8 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 860.6 | 1 | 0.2% | |
| 855.3 | 4 | 0.8% | |
| 849.3 | 1 | 0.2% | |
| 844 | 1 | 0.2% | |
| 825.1 | 4 | 0.8% |
ISI
Real number (ℝ≥0)
| Distinct count | 119 |
|---|---|
| Unique (%) | 23.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.021663442940039 |
|---|---|
| Minimum | 0.0 |
| Maximum | 56.1 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.6 |
| Q1 | 6.5 |
| median | 8.4 |
| Q3 | 10.8 |
| 95-th percentile | 17 |
| Maximum | 56.1 |
| Range | 56.1 |
| Interquartile range (IQR) | 4.3 |
Descriptive statistics
| Standard deviation | 4.559477175 |
|---|---|
| Coefficient of variation (CV) | 0.5053920714 |
| Kurtosis | 21.4580365 |
| Mean | 9.021663443 |
| Median Absolute Deviation (MAD) | 2.1 |
| Skewness | 2.536325266 |
| Sum | 4664.2 |
| Variance | 20.78883211 |
| Value | Count | Frequency (%) | |
| 9.6 | 23 | 4.4% | |
| 7.1 | 21 | 4.1% | |
| 6.3 | 20 | 3.9% | |
| 8.4 | 17 | 3.3% | |
| 7 | 17 | 3.3% | |
| 6.2 | 16 | 3.1% | |
| 9.2 | 15 | 2.9% | |
| 7.5 | 14 | 2.7% | |
| 7.8 | 12 | 2.3% | |
| 9 | 12 | 2.3% | |
| Other values (109) | 350 | 67.7% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.2% | |
| 0.4 | 2 | 0.4% | |
| 0.7 | 1 | 0.2% | |
| 0.8 | 3 | 0.6% | |
| 1.1 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 56.1 | 1 | 0.2% | |
| 22.7 | 1 | 0.2% | |
| 22.6 | 1 | 0.2% | |
| 21.3 | 1 | 0.2% | |
| 20.3 | 4 | 0.8% |
temp
Real number (ℝ≥0)
| Distinct count | 192 |
|---|---|
| Unique (%) | 37.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.88916827852998 |
|---|---|
| Minimum | 2.2 |
| Maximum | 33.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 2.2 |
|---|---|
| 5-th percentile | 8.2 |
| Q1 | 15.5 |
| median | 19.3 |
| Q3 | 22.8 |
| 95-th percentile | 27.9 |
| Maximum | 33.3 |
| Range | 31.1 |
| Interquartile range (IQR) | 7.3 |
Descriptive statistics
| Standard deviation | 5.80662535 |
|---|---|
| Coefficient of variation (CV) | 0.3074050304 |
| Kurtosis | 0.1361655077 |
| Mean | 18.88916828 |
| Median Absolute Deviation (MAD) | 3.6 |
| Skewness | -0.3311722373 |
| Sum | 9765.7 |
| Variance | 33.71689795 |
| Value | Count | Frequency (%) | |
| 19.6 | 8 | 1.5% | |
| 17.4 | 8 | 1.5% | |
| 20.6 | 7 | 1.4% | |
| 15.4 | 7 | 1.4% | |
| 23.4 | 6 | 1.2% | |
| 18.9 | 6 | 1.2% | |
| 16.8 | 6 | 1.2% | |
| 15.9 | 6 | 1.2% | |
| 20.8 | 6 | 1.2% | |
| 20.1 | 6 | 1.2% | |
| Other values (182) | 451 | 87.2% |
| Value | Count | Frequency (%) | |
| 2.2 | 1 | 0.2% | |
| 4.2 | 1 | 0.2% | |
| 4.6 | 6 | 1.2% | |
| 4.8 | 1 | 0.2% | |
| 5.1 | 5 | 1.0% |
| Value | Count | Frequency (%) | |
| 33.3 | 1 | 0.2% | |
| 33.1 | 1 | 0.2% | |
| 32.6 | 1 | 0.2% | |
| 32.4 | 2 | 0.4% | |
| 32.3 | 1 | 0.2% |
RH
Real number (ℝ≥0)
| Distinct count | 75 |
|---|---|
| Unique (%) | 14.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.28820116054158 |
|---|---|
| Minimum | 15.0 |
| Maximum | 100.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 33 |
| median | 42 |
| Q3 | 53 |
| 95-th percentile | 77 |
| Maximum | 100 |
| Range | 85 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 16.31746924 |
|---|---|
| Coefficient of variation (CV) | 0.3684382931 |
| Kurtosis | 0.438182856 |
| Mean | 44.28820116 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.8629040079 |
| Sum | 22897 |
| Variance | 266.2598024 |
| Value | Count | Frequency (%) | |
| 27 | 33 | 6.4% | |
| 39 | 24 | 4.6% | |
| 35 | 20 | 3.9% | |
| 42 | 17 | 3.3% | |
| 43 | 17 | 3.3% | |
| 45 | 16 | 3.1% | |
| 34 | 16 | 3.1% | |
| 40 | 15 | 2.9% | |
| 33 | 15 | 2.9% | |
| 46 | 14 | 2.7% | |
| Other values (65) | 330 | 63.8% |
| Value | Count | Frequency (%) | |
| 15 | 2 | 0.4% | |
| 17 | 1 | 0.2% | |
| 18 | 1 | 0.2% | |
| 19 | 4 | 0.8% | |
| 20 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 100 | 1 | 0.2% | |
| 99 | 1 | 0.2% | |
| 97 | 1 | 0.2% | |
| 96 | 1 | 0.2% | |
| 94 | 1 | 0.2% |
wind
Real number (ℝ≥0)
| Distinct count | 21 |
|---|---|
| Unique (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.017601547388782 |
|---|---|
| Minimum | 0.4 |
| Maximum | 9.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 1.3 |
| Q1 | 2.7 |
| median | 4 |
| Q3 | 4.9 |
| 95-th percentile | 7.6 |
| Maximum | 9.4 |
| Range | 9 |
| Interquartile range (IQR) | 2.2 |
Descriptive statistics
| Standard deviation | 1.791652601 |
|---|---|
| Coefficient of variation (CV) | 0.4459507942 |
| Kurtosis | 0.05432381711 |
| Mean | 4.017601547 |
| Median Absolute Deviation (MAD) | 1.3 |
| Skewness | 0.571001127 |
| Sum | 2077.1 |
| Variance | 3.210019042 |
| Value | Count | Frequency (%) | |
| 2.2 | 53 | 10.3% | |
| 3.1 | 53 | 10.3% | |
| 4 | 51 | 9.9% | |
| 4.9 | 48 | 9.3% | |
| 2.7 | 44 | 8.5% | |
| 4.5 | 41 | 7.9% | |
| 5.4 | 41 | 7.9% | |
| 3.6 | 40 | 7.7% | |
| 1.8 | 31 | 6.0% | |
| 5.8 | 24 | 4.6% | |
| Other values (11) | 91 | 17.6% |
| Value | Count | Frequency (%) | |
| 0.4 | 1 | 0.2% | |
| 0.9 | 13 | 2.5% | |
| 1.3 | 14 | 2.7% | |
| 1.8 | 31 | 6.0% | |
| 2.2 | 53 | 10.3% |
| Value | Count | Frequency (%) | |
| 9.4 | 4 | 0.8% | |
| 8.9 | 1 | 0.2% | |
| 8.5 | 8 | 1.5% | |
| 8 | 5 | 1.0% | |
| 7.6 | 14 | 2.7% |
| Distinct count | 7 |
|---|---|
| Unique (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.021663442940038684 |
|---|---|
| Minimum | 0.0 |
| Maximum | 6.4 |
| Zeros | 509 |
| Zeros (%) | 98.5% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 6.4 |
| Range | 6.4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2959591209 |
|---|---|
| Coefficient of variation (CV) | 13.66168442 |
| Kurtosis | 421.2959636 |
| Mean | 0.02166344294 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 19.81634398 |
| Sum | 11.2 |
| Variance | 0.08759180124 |
| Value | Count | Frequency (%) | |
| 0 | 509 | 98.5% | |
| 0.8 | 2 | 0.4% | |
| 0.2 | 2 | 0.4% | |
| 0.4 | 1 | 0.2% | |
| 1.4 | 1 | 0.2% | |
| 6.4 | 1 | 0.2% | |
| 1 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 509 | 98.5% | |
| 0.2 | 2 | 0.4% | |
| 0.4 | 1 | 0.2% | |
| 0.8 | 2 | 0.4% | |
| 1 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 6.4 | 1 | 0.2% | |
| 1.4 | 1 | 0.2% | |
| 1 | 1 | 0.2% | |
| 0.8 | 2 | 0.4% | |
| 0.4 | 1 | 0.2% |
| Distinct count | 251 |
|---|---|
| Unique (%) | 48.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.847292069632493 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1090.84 |
| Zeros | 247 |
| Zeros (%) | 47.8% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.52 |
| Q3 | 6.57 |
| 95-th percentile | 48.714 |
| Maximum | 1090.84 |
| Range | 1090.84 |
| Interquartile range (IQR) | 6.57 |
Descriptive statistics
| Standard deviation | 63.65581847 |
|---|---|
| Coefficient of variation (CV) | 4.954804337 |
| Kurtosis | 194.1407211 |
| Mean | 12.84729207 |
| Median Absolute Deviation (MAD) | 0.52 |
| Skewness | 12.84693353 |
| Sum | 6642.05 |
| Variance | 4052.063225 |
| Value | Count | Frequency (%) | |
| 0 | 247 | 47.8% | |
| 1.94 | 3 | 0.6% | |
| 28.66 | 2 | 0.4% | |
| 0.52 | 2 | 0.4% | |
| 9.96 | 2 | 0.4% | |
| 0.43 | 2 | 0.4% | |
| 1.64 | 2 | 0.4% | |
| 9.27 | 2 | 0.4% | |
| 1.75 | 2 | 0.4% | |
| 1.56 | 2 | 0.4% | |
| Other values (241) | 251 | 48.5% |
| Value | Count | Frequency (%) | |
| 0 | 247 | 47.8% | |
| 0.09 | 1 | 0.2% | |
| 0.17 | 1 | 0.2% | |
| 0.21 | 1 | 0.2% | |
| 0.24 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1090.84 | 1 | 0.2% | |
| 746.28 | 1 | 0.2% | |
| 278.53 | 1 | 0.2% | |
| 212.88 | 1 | 0.2% | |
| 200.94 | 1 | 0.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| X | Y | month | day | FFMC | DMC | DC | ISI | temp | RH | wind | rain | area | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 7 | 5 | mar | fri | 86.2 | 26.2 | 94.3 | 5.1 | 8.2 | 51.0 | 6.7 | 0.0 | 0.0 |
| 1 | 7 | 4 | oct | tue | 90.6 | 35.4 | 669.1 | 6.7 | 18.0 | 33.0 | 0.9 | 0.0 | 0.0 |
| 2 | 7 | 4 | oct | sat | 90.6 | 43.7 | 686.9 | 6.7 | 14.6 | 33.0 | 1.3 | 0.0 | 0.0 |
| 3 | 8 | 6 | mar | fri | 91.7 | 33.3 | 77.5 | 9.0 | 8.3 | 97.0 | 4.0 | 0.2 | 0.0 |
| 4 | 8 | 6 | mar | sun | 89.3 | 51.3 | 102.2 | 9.6 | 11.4 | 99.0 | 1.8 | 0.0 | 0.0 |
| 5 | 8 | 6 | aug | sun | 92.3 | 85.3 | 488.0 | 14.7 | 22.2 | 29.0 | 5.4 | 0.0 | 0.0 |
| 6 | 8 | 6 | aug | mon | 92.3 | 88.9 | 495.6 | 8.5 | 24.1 | 27.0 | 3.1 | 0.0 | 0.0 |
| 7 | 8 | 6 | aug | mon | 91.5 | 145.4 | 608.2 | 10.7 | 8.0 | 86.0 | 2.2 | 0.0 | 0.0 |
| 8 | 8 | 6 | sep | tue | 91.0 | 129.5 | 692.6 | 7.0 | 13.1 | 63.0 | 5.4 | 0.0 | 0.0 |
| 9 | 7 | 5 | sep | sat | 92.5 | 88.0 | 698.6 | 7.1 | 22.8 | 40.0 | 4.0 | 0.0 | 0.0 |
Last rows
| X | Y | month | day | FFMC | DMC | DC | ISI | temp | RH | wind | rain | area | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 507 | 2 | 4 | aug | fri | 91.0 | 166.9 | 752.6 | 7.1 | 25.9 | 41.0 | 3.6 | 0.0 | 0.00 |
| 508 | 1 | 2 | aug | fri | 91.0 | 166.9 | 752.6 | 7.1 | 25.9 | 41.0 | 3.6 | 0.0 | 0.00 |
| 509 | 5 | 4 | aug | fri | 91.0 | 166.9 | 752.6 | 7.1 | 21.1 | 71.0 | 7.6 | 1.4 | 2.17 |
| 510 | 6 | 5 | aug | fri | 91.0 | 166.9 | 752.6 | 7.1 | 18.2 | 62.0 | 5.4 | 0.0 | 0.43 |
| 511 | 8 | 6 | aug | sun | 81.6 | 56.7 | 665.6 | 1.9 | 27.8 | 35.0 | 2.7 | 0.0 | 0.00 |
| 512 | 4 | 3 | aug | sun | 81.6 | 56.7 | 665.6 | 1.9 | 27.8 | 32.0 | 2.7 | 0.0 | 6.44 |
| 513 | 2 | 4 | aug | sun | 81.6 | 56.7 | 665.6 | 1.9 | 21.9 | 71.0 | 5.8 | 0.0 | 54.29 |
| 514 | 7 | 4 | aug | sun | 81.6 | 56.7 | 665.6 | 1.9 | 21.2 | 70.0 | 6.7 | 0.0 | 11.16 |
| 515 | 1 | 4 | aug | sat | 94.4 | 146.0 | 614.7 | 11.3 | 25.6 | 42.0 | 4.0 | 0.0 | 0.00 |
| 516 | 6 | 3 | nov | tue | 79.5 | 3.0 | 106.7 | 1.1 | 11.8 | 31.0 | 4.5 | 0.0 | 0.00 |
Most frequent
| X | Y | month | day | FFMC | DMC | DC | ISI | temp | RH | wind | rain | area | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3 | 4 | aug | sun | 91.4 | 142.4 | 601.4 | 10.6 | 19.8 | 39.0 | 5.4 | 0.0 | 0.00 | 2 |
| 1 | 3 | 6 | jun | fri | 91.1 | 94.1 | 232.1 | 7.1 | 19.2 | 38.0 | 4.5 | 0.0 | 0.00 | 2 |
| 2 | 4 | 3 | aug | wed | 92.1 | 111.2 | 654.1 | 9.6 | 20.4 | 42.0 | 4.9 | 0.0 | 0.00 | 2 |
| 3 | 4 | 4 | mar | sat | 91.7 | 35.8 | 80.8 | 7.8 | 17.0 | 27.0 | 4.9 | 0.0 | 28.66 | 2 |